Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 20469 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.4 MiB |
| Average record size in memory | 224.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 7 |
source_db has constant value "" | Constant |
comorbidity_score_name has constant value "" | Constant |
admission_age is highly overall correlated with comorbidity_score_value | High correlation |
weight_admission is highly overall correlated with BMI_admission | High correlation |
BMI_admission is highly overall correlated with weight_admission | High correlation |
los_hospital is highly overall correlated with los_ICU | High correlation |
los_ICU is highly overall correlated with los_hospital | High correlation |
comorbidity_score_value is highly overall correlated with admission_age | High correlation |
pCO2 is highly overall correlated with bmp_bicarbonate | High correlation |
pO2 is highly overall correlated with SaO2 and 1 other fields | High correlation |
SaO2 is highly overall correlated with pO2 and 1 other fields | High correlation |
SpO2 is highly overall correlated with pO2 and 1 other fields | High correlation |
bmp_bicarbonate is highly overall correlated with pCO2 | High correlation |
sex_female is highly overall correlated with Gender | High correlation |
Gender is highly overall correlated with sex_female | High correlation |
race_ethnicity is highly imbalanced (56.8%) | Imbalance |
BMI_admission is highly skewed (γ1 = 51.90390605) | Skewed |
los_ICU is highly skewed (γ1 = 22.49978938) | Skewed |
hospital_admission_id has unique values | Unique |
comorbidity_score_value has 1799 (8.8%) zeros | Zeros |
sofa_past_overall_24hr has 2157 (10.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-28 14:05:38.987163 |
|---|---|
| Analysis finished | 2023-12-28 14:06:00.272057 |
| Duration | 21.28 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
hospital_admission_id
Real number (ℝ)
UNIQUE
| Distinct | 20469 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1386586.1 |
| Minimum | 129260 |
|---|---|
| Maximum | 2743053 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 129260 |
|---|---|
| 5-th percentile | 369838.2 |
| Q1 | 714473 |
| median | 1233993 |
| Q3 | 2191059 |
| 95-th percentile | 2624249.4 |
| Maximum | 2743053 |
| Range | 2613793 |
| Interquartile range (IQR) | 1476586 |
Descriptive statistics
| Standard deviation | 775876.58 |
|---|---|
| Coefficient of variation (CV) | 0.55955891 |
| Kurtosis | -1.2464559 |
| Mean | 1386586.1 |
| Median Absolute Deviation (MAD) | 605719 |
| Skewness | 0.31892173 |
| Sum | 2.838203 × 1010 |
| Variance | 6.0198447 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 190805 | 1 | < 0.1% |
| 1613651 | 1 | < 0.1% |
| 1662691 | 1 | < 0.1% |
| 1579858 | 1 | < 0.1% |
| 1804387 | 1 | < 0.1% |
| 1716119 | 1 | < 0.1% |
| 1682319 | 1 | < 0.1% |
| 1562471 | 1 | < 0.1% |
| 1700148 | 1 | < 0.1% |
| 1709399 | 1 | < 0.1% |
| Other values (20459) | 20459 |
| Value | Count | Frequency (%) |
| 129260 | 1 | |
| 129341 | 1 | |
| 129397 | 1 | |
| 129534 | 1 | |
| 129887 | 1 | |
| 130186 | 1 | |
| 130270 | 1 | |
| 130343 | 1 | |
| 130585 | 1 | |
| 130702 | 1 |
| Value | Count | Frequency (%) |
| 2743053 | 1 | |
| 2742956 | 1 | |
| 2742913 | 1 | |
| 2742865 | 1 | |
| 2742860 | 1 | |
| 2742845 | 1 | |
| 2742842 | 1 | |
| 2742694 | 1 | |
| 2742669 | 1 | |
| 2742621 | 1 |
source_db
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| eicu |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 81876 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | eicu |
|---|---|
| 2nd row | eicu |
| 3rd row | eicu |
| 4th row | eicu |
| 5th row | eicu |
Common Values
| Value | Count | Frequency (%) |
| eicu | 20469 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| eicu | 20469 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 20469 | |
| i | 20469 | |
| c | 20469 | |
| u | 20469 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 81876 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 20469 | |
| i | 20469 | |
| c | 20469 | |
| u | 20469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 81876 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 20469 | |
| i | 20469 | |
| c | 20469 | |
| u | 20469 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 81876 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 20469 | |
| i | 20469 | |
| c | 20469 | |
| u | 20469 |
admission_age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.729445 |
| Minimum | 14 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 55 |
| median | 66 |
| Q3 | 76 |
| 95-th percentile | 87 |
| Maximum | 90 |
| Range | 76 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 15.583667 |
|---|---|
| Coefficient of variation (CV) | 0.24075082 |
| Kurtosis | 0.10240197 |
| Mean | 64.729445 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.62729957 |
| Sum | 1324947 |
| Variance | 242.85068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 616 | 3.0% |
| 67 | 592 | 2.9% |
| 68 | 547 | 2.7% |
| 65 | 544 | 2.7% |
| 71 | 540 | 2.6% |
| 62 | 525 | 2.6% |
| 66 | 519 | 2.5% |
| 72 | 519 | 2.5% |
| 73 | 513 | 2.5% |
| 63 | 509 | 2.5% |
| Other values (67) | 15045 |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 16 | 7 | < 0.1% |
| 17 | 7 | < 0.1% |
| 18 | 21 | 0.1% |
| 19 | 39 | |
| 20 | 37 | |
| 21 | 45 | |
| 22 | 59 | |
| 23 | 79 |
| Value | Count | Frequency (%) |
| 90 | 616 | |
| 89 | 190 | 0.9% |
| 88 | 214 | 1.0% |
| 87 | 249 | |
| 86 | 278 | |
| 85 | 308 | |
| 84 | 339 | |
| 83 | 369 | |
| 82 | 370 | |
| 81 | 325 |
sex_female
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20469 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20469 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20469 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20469 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 11127 | |
| 1 | 9342 |
weight_admission
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2252 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.6001 |
| Minimum | 0 |
|---|---|
| Maximum | 639.6 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49.9 |
| Q1 | 68 |
| median | 82.32 |
| Q3 | 101.4 |
| 95-th percentile | 140.3 |
| Maximum | 639.6 |
| Range | 639.6 |
| Interquartile range (IQR) | 33.4 |
Descriptive statistics
| Standard deviation | 30.02945 |
|---|---|
| Coefficient of variation (CV) | 0.34280156 |
| Kurtosis | 14.854492 |
| Mean | 87.6001 |
| Median Absolute Deviation (MAD) | 16.62 |
| Skewness | 2.0009873 |
| Sum | 1793086.4 |
| Variance | 901.76789 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 180 | 0.9% |
| 81.6 | 165 | 0.8% |
| 63.5 | 158 | 0.8% |
| 90.7 | 157 | 0.8% |
| 77.1 | 121 | 0.6% |
| 100 | 121 | 0.6% |
| 75 | 118 | 0.6% |
| 80 | 107 | 0.5% |
| 70 | 104 | 0.5% |
| 74.8 | 101 | 0.5% |
| Other values (2242) | 19137 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.5 | 2 | |
| 2.5 | 1 | |
| 10 | 1 | |
| 19.8 | 1 | |
| 22 | 1 | |
| 25.2 | 1 | |
| 26.02 | 1 | |
| 27.3 | 1 | |
| 28.4 | 1 |
| Value | Count | Frequency (%) |
| 639.6 | 1 | |
| 630.9 | 1 | |
| 362.9 | 1 | |
| 303 | 1 | |
| 302.8 | 1 | |
| 295.4 | 1 | |
| 295.1 | 1 | |
| 294.8 | 1 | |
| 287 | 1 | |
| 285.6 | 1 |
height_admission
Real number (ℝ)
| Distinct | 381 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 169.11547 |
| Minimum | 1.54 |
|---|---|
| Maximum | 504.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 1.54 |
|---|---|
| 5-th percentile | 152.4 |
| Q1 | 162 |
| median | 170 |
| Q3 | 177.8 |
| 95-th percentile | 187 |
| Maximum | 504.8 |
| Range | 503.26 |
| Interquartile range (IQR) | 15.8 |
Descriptive statistics
| Standard deviation | 13.135761 |
|---|---|
| Coefficient of variation (CV) | 0.077673326 |
| Kurtosis | 67.294791 |
| Mean | 169.11547 |
| Median Absolute Deviation (MAD) | 7.8 |
| Skewness | -0.85559843 |
| Sum | 3461624.6 |
| Variance | 172.54823 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 160 | 1217 | 5.9% |
| 177.8 | 1166 | 5.7% |
| 167.6 | 1084 | 5.3% |
| 172.7 | 1060 | 5.2% |
| 165.1 | 1042 | 5.1% |
| 162.6 | 819 | 4.0% |
| 170.2 | 808 | 3.9% |
| 157.5 | 760 | 3.7% |
| 175.3 | 751 | 3.7% |
| 182.9 | 727 | 3.6% |
| Other values (371) | 11035 |
| Value | Count | Frequency (%) |
| 1.54 | 1 | < 0.1% |
| 1.6 | 2 | |
| 1.65 | 1 | < 0.1% |
| 1.67 | 4 | |
| 1.7 | 2 | |
| 1.72 | 1 | < 0.1% |
| 1.75 | 1 | < 0.1% |
| 1.77 | 1 | < 0.1% |
| 1.82 | 1 | < 0.1% |
| 15.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 504.8 | 1 | < 0.1% |
| 504.2 | 1 | < 0.1% |
| 257.5 | 1 | < 0.1% |
| 254 | 1 | < 0.1% |
| 213.4 | 1 | < 0.1% |
| 210.8 | 1 | < 0.1% |
| 208.3 | 2 | |
| 205.7 | 2 | |
| 203.2 | 3 | |
| 203 | 2 |
BMI_admission
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 14223 |
|---|---|
| Distinct (%) | 69.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 267.54077 |
| Minimum | 0 |
|---|---|
| Maximum | 725551.02 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18.743844 |
| Q1 | 24.017768 |
| median | 28.480912 |
| Q3 | 34.717839 |
| 95-th percentile | 49.058556 |
| Maximum | 725551.02 |
| Range | 725551.02 |
| Interquartile range (IQR) | 10.700071 |
Descriptive statistics
| Standard deviation | 10083.979 |
|---|---|
| Coefficient of variation (CV) | 37.691371 |
| Kurtosis | 3061.5866 |
| Mean | 267.54077 |
| Median Absolute Deviation (MAD) | 5.1259043 |
| Skewness | 51.903906 |
| Sum | 5476292.1 |
| Variance | 1.0168662 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22.60610272 | 17 | 0.1% |
| 23.29590458 | 17 | 0.1% |
| 27.35933163 | 16 | 0.1% |
| 24.01776785 | 16 | 0.1% |
| 29.93615455 | 14 | 0.1% |
| 26.539849 | 14 | 0.1% |
| 24.20811 | 14 | 0.1% |
| 22.79944302 | 14 | 0.1% |
| 27.11314372 | 13 | 0.1% |
| 30.86377727 | 13 | 0.1% |
| Other values (14213) | 20321 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1581635816 | 1 | |
| 0.1627069755 | 1 | |
| 0.7690393376 | 1 | |
| 2.684215682 | 1 | |
| 3.139042594 | 1 | |
| 3.810394757 | 1 | |
| 7.736827222 | 1 | |
| 9.545817908 | 1 | |
| 9.84375 | 1 |
| Value | Count | Frequency (%) |
| 725551.0204 | 1 | |
| 657783.7747 | 1 | |
| 588093.2255 | 1 | |
| 385098.0673 | 1 | |
| 321875 | 1 | |
| 283443.4549 | 1 | |
| 279321.5963 | 1 | |
| 263544.7668 | 1 | |
| 260676.2523 | 1 | |
| 237628.4478 | 1 |
los_hospital
Real number (ℝ)
HIGH CORRELATION
| Distinct | 14919 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.941162 |
| Minimum | -0.26458333 |
|---|---|
| Maximum | 763.275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | -0.26458333 |
|---|---|
| 5-th percentile | 1.5751389 |
| Q1 | 4.6583333 |
| median | 8.0277778 |
| Q3 | 13.819444 |
| 95-th percentile | 28.717639 |
| Maximum | 763.275 |
| Range | 763.53958 |
| Interquartile range (IQR) | 9.1611111 |
Descriptive statistics
| Standard deviation | 13.307408 |
|---|---|
| Coefficient of variation (CV) | 1.2162701 |
| Kurtosis | 842.74204 |
| Mean | 10.941162 |
| Median Absolute Deviation (MAD) | 4.0548611 |
| Skewness | 19.526098 |
| Sum | 223954.65 |
| Variance | 177.08711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.161111111 | 7 | < 0.1% |
| 5.861111111 | 7 | < 0.1% |
| 8.05 | 6 | < 0.1% |
| 10.12847222 | 5 | < 0.1% |
| 4.960416667 | 5 | < 0.1% |
| 4.518055556 | 5 | < 0.1% |
| 7.338888889 | 5 | < 0.1% |
| 5.847222222 | 5 | < 0.1% |
| 4.040972222 | 5 | < 0.1% |
| 7.238194444 | 5 | < 0.1% |
| Other values (14909) | 20414 |
| Value | Count | Frequency (%) |
| -0.2645833333 | 1 | |
| 0.09375 | 1 | |
| 0.1291666667 | 1 | |
| 0.1458333333 | 1 | |
| 0.1680555556 | 1 | |
| 0.1722222222 | 1 | |
| 0.1756944444 | 1 | |
| 0.1854166667 | 1 | |
| 0.1881944444 | 1 | |
| 0.1930555556 | 1 |
| Value | Count | Frequency (%) |
| 763.275 | 1 | |
| 600.7680556 | 1 | |
| 506.5201389 | 1 | |
| 353.8201389 | 1 | |
| 323.9458333 | 1 | |
| 281.0541667 | 1 | |
| 251.9930556 | 1 | |
| 246.9111111 | 1 | |
| 167.5923611 | 1 | |
| 162.5583333 | 1 |
los_ICU
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 800 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1373052 |
| Minimum | 0 |
|---|---|
| Maximum | 506.375 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.70833333 |
| Q1 | 1.75 |
| median | 3.2083333 |
| Q3 | 6.25 |
| 95-th percentile | 15.833333 |
| Maximum | 506.375 |
| Range | 506.375 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 6.9431191 |
|---|---|
| Coefficient of variation (CV) | 1.35151 |
| Kurtosis | 1409.1213 |
| Mean | 5.1373052 |
| Median Absolute Deviation (MAD) | 1.875 |
| Skewness | 22.499789 |
| Sum | 105155.5 |
| Variance | 48.206903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.833333333 | 221 | 1.1% |
| 1.916666667 | 218 | 1.1% |
| 2 | 214 | 1.0% |
| 1 | 208 | 1.0% |
| 1.75 | 208 | 1.0% |
| 0.875 | 208 | 1.0% |
| 1.958333333 | 202 | 1.0% |
| 1.875 | 201 | 1.0% |
| 1.041666667 | 200 | 1.0% |
| 0.9166666667 | 195 | 1.0% |
| Other values (790) | 18394 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 0.04166666667 | 4 | < 0.1% |
| 0.08333333333 | 11 | 0.1% |
| 0.125 | 25 | |
| 0.1666666667 | 29 | |
| 0.2083333333 | 38 | |
| 0.25 | 51 | |
| 0.2916666667 | 56 | |
| 0.3333333333 | 59 | |
| 0.375 | 56 |
| Value | Count | Frequency (%) |
| 506.375 | 1 | |
| 246.9166667 | 1 | |
| 98.66666667 | 1 | |
| 87.58333333 | 1 | |
| 82.83333333 | 1 | |
| 81.125 | 1 | |
| 78.20833333 | 1 | |
| 76.54166667 | 1 | |
| 72.625 | 1 | |
| 66.5 | 1 |
comorbidity_score_name
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| Charlson |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 163752 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Charlson |
|---|---|
| 2nd row | Charlson |
| 3rd row | Charlson |
| 4th row | Charlson |
| 5th row | Charlson |
Common Values
| Value | Count | Frequency (%) |
| Charlson | 20469 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| charlson | 20469 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 20469 | |
| h | 20469 | |
| a | 20469 | |
| r | 20469 | |
| l | 20469 | |
| s | 20469 | |
| o | 20469 | |
| n | 20469 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 143283 | |
| Uppercase Letter | 20469 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 20469 | |
| a | 20469 | |
| r | 20469 | |
| l | 20469 | |
| s | 20469 | |
| o | 20469 | |
| n | 20469 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 20469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 163752 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 20469 | |
| h | 20469 | |
| a | 20469 | |
| r | 20469 | |
| l | 20469 | |
| s | 20469 | |
| o | 20469 | |
| n | 20469 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 163752 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 20469 | |
| h | 20469 | |
| a | 20469 | |
| r | 20469 | |
| l | 20469 | |
| s | 20469 | |
| o | 20469 | |
| n | 20469 |
comorbidity_score_value
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1252137 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 1799 |
| Zeros (%) | 8.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7417693 |
|---|---|
| Coefficient of variation (CV) | 0.66463691 |
| Kurtosis | 0.70718931 |
| Mean | 4.1252137 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.70886664 |
| Sum | 84439 |
| Variance | 7.5172991 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 4 | 3037 | |
| 3 | 3024 | |
| 5 | 2669 | |
| 2 | 2400 | |
| 6 | 2071 | |
| 1 | 1843 | |
| 0 | 1799 | |
| 7 | 1419 | |
| 8 | 884 | 4.3% |
| 9 | 507 | 2.5% |
| Other values (10) | 816 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 1799 | |
| 1 | 1843 | |
| 2 | 2400 | |
| 3 | 3024 | |
| 4 | 3037 | |
| 5 | 2669 | |
| 6 | 2071 | |
| 7 | 1419 | |
| 8 | 884 | 4.3% |
| 9 | 507 | 2.5% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 3 | < 0.1% |
| 16 | 10 | < 0.1% |
| 15 | 19 | 0.1% |
| 14 | 49 | 0.2% |
| 13 | 74 | 0.4% |
| 12 | 124 | 0.6% |
| 11 | 210 | |
| 10 | 324 |
in_hospital_mortality
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 61407 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 16627 | |
| 1.0 | 3842 | 18.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 16627 | |
| 1.0 | 3842 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37096 | |
| . | 20469 | |
| 1 | 3842 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 40938 | |
| Other Punctuation | 20469 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 37096 | |
| 1 | 3842 | 9.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 20469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 61407 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 37096 | |
| . | 20469 | |
| 1 | 3842 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 61407 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 37096 | |
| . | 20469 | |
| 1 | 3842 | 6.3% |
race_ethnicity
Categorical
IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| White | |
|---|---|
| Black | |
| Unknown | 1198 |
| Hispanic OR Latino | 782 |
| Asian | 264 |
Length
| Max length | 31 |
|---|---|
| Median length | 5 |
| Mean length | 5.8080512 |
| Min length | 5 |
Characters and Unicode
| Total characters | 118885 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | White |
|---|---|
| 2nd row | White |
| 3rd row | White |
| 4th row | White |
| 5th row | White |
Common Values
| Value | Count | Frequency (%) |
| White | 16326 | |
| Black | 1746 | 8.5% |
| Unknown | 1198 | 5.9% |
| Hispanic OR Latino | 782 | 3.8% |
| Asian | 264 | 1.3% |
| American Indian / Alaska Native | 153 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| white | 16326 | |
| black | 1746 | 7.7% |
| unknown | 1198 | 5.3% |
| hispanic | 782 | 3.5% |
| or | 782 | 3.5% |
| latino | 782 | 3.5% |
| asian | 264 | 1.2% |
| american | 153 | 0.7% |
| indian | 153 | 0.7% |
| 153 | 0.7% | |
| Other values (2) | 306 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 19395 | |
| t | 17261 | |
| e | 16632 | |
| W | 16326 | |
| h | 16326 | |
| n | 5881 | 4.9% |
| a | 4339 | 3.6% |
| k | 3097 | 2.6% |
| c | 2681 | 2.3% |
| 2176 | 1.8% | |
| Other values (19) | 14771 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 93282 | |
| Uppercase Letter | 23274 | 19.6% |
| Space Separator | 2176 | 1.8% |
| Other Punctuation | 153 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 19395 | |
| t | 17261 | |
| e | 16632 | |
| h | 16326 | |
| n | 5881 | 6.3% |
| a | 4339 | 4.7% |
| k | 3097 | 3.3% |
| c | 2681 | 2.9% |
| o | 1980 | 2.1% |
| l | 1899 | 2.0% |
| Other values (7) | 3791 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 16326 | |
| B | 1746 | 7.5% |
| U | 1198 | 5.1% |
| R | 782 | 3.4% |
| L | 782 | 3.4% |
| H | 782 | 3.4% |
| O | 782 | 3.4% |
| A | 570 | 2.4% |
| I | 153 | 0.7% |
| N | 153 | 0.7% |
Space Separator
| Value | Count | Frequency (%) |
| 2176 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 153 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 116556 | |
| Common | 2329 | 2.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 19395 | |
| t | 17261 | |
| e | 16632 | |
| W | 16326 | |
| h | 16326 | |
| n | 5881 | 5.0% |
| a | 4339 | 3.7% |
| k | 3097 | 2.7% |
| c | 2681 | 2.3% |
| o | 1980 | 1.7% |
| Other values (17) | 12638 |
Common
| Value | Count | Frequency (%) |
| 2176 | ||
| / | 153 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 118885 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 19395 | |
| t | 17261 | |
| e | 16632 | |
| W | 16326 | |
| h | 16326 | |
| n | 5881 | 4.9% |
| a | 4339 | 3.6% |
| k | 3097 | 2.6% |
| c | 2681 | 2.3% |
| 2176 | 1.8% | |
| Other values (19) | 14771 |
pH
Real number (ℝ)
| Distinct | 625 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3567671 |
| Minimum | 6.683 |
|---|---|
| Maximum | 7.778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 6.683 |
|---|---|
| 5-th percentile | 7.17 |
| Q1 | 7.3 |
| median | 7.37 |
| Q3 | 7.425 |
| 95-th percentile | 7.5 |
| Maximum | 7.778 |
| Range | 1.095 |
| Interquartile range (IQR) | 0.125 |
Descriptive statistics
| Standard deviation | 0.10214859 |
|---|---|
| Coefficient of variation (CV) | 0.013884984 |
| Kurtosis | 1.9192191 |
| Mean | 7.3567671 |
| Median Absolute Deviation (MAD) | 0.06 |
| Skewness | -0.85529075 |
| Sum | 150585.66 |
| Variance | 0.010434335 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.39 | 658 | 3.2% |
| 7.4 | 657 | 3.2% |
| 7.41 | 649 | 3.2% |
| 7.36 | 620 | 3.0% |
| 7.42 | 607 | 3.0% |
| 7.38 | 605 | 3.0% |
| 7.37 | 600 | 2.9% |
| 7.34 | 567 | 2.8% |
| 7.43 | 558 | 2.7% |
| 7.35 | 551 | 2.7% |
| Other values (615) | 14397 |
| Value | Count | Frequency (%) |
| 6.683 | 1 | < 0.1% |
| 6.742 | 1 | < 0.1% |
| 6.8 | 2 | |
| 6.81 | 1 | < 0.1% |
| 6.814 | 1 | < 0.1% |
| 6.82 | 2 | |
| 6.83 | 3 | |
| 6.84 | 1 | < 0.1% |
| 6.848 | 2 | |
| 6.85 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.778 | 1 | |
| 7.75 | 1 | |
| 7.73 | 1 | |
| 7.71 | 1 | |
| 7.705 | 1 | |
| 7.7 | 1 | |
| 7.694 | 1 | |
| 7.69 | 2 | |
| 7.688 | 1 | |
| 7.684 | 1 |
pCO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 864 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.065621 |
| Minimum | 9 |
|---|---|
| Maximum | 181.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 34 |
| median | 40.9 |
| Q3 | 49.9 |
| 95-th percentile | 75 |
| Maximum | 181.7 |
| Range | 172.7 |
| Interquartile range (IQR) | 15.9 |
Descriptive statistics
| Standard deviation | 15.393251 |
|---|---|
| Coefficient of variation (CV) | 0.34932563 |
| Kurtosis | 4.2487754 |
| Mean | 44.065621 |
| Median Absolute Deviation (MAD) | 7.3 |
| Skewness | 1.6365666 |
| Sum | 901979.2 |
| Variance | 236.95217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38 | 512 | 2.5% |
| 39 | 468 | 2.3% |
| 40 | 454 | 2.2% |
| 36 | 441 | 2.2% |
| 37 | 424 | 2.1% |
| 42 | 423 | 2.1% |
| 34 | 422 | 2.1% |
| 41 | 420 | 2.1% |
| 35 | 417 | 2.0% |
| 43 | 404 | 2.0% |
| Other values (854) | 16084 |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 9.3 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.4 | 1 | < 0.1% |
| 11.6 | 1 | < 0.1% |
| 11.8 | 1 | < 0.1% |
| 12 | 3 | |
| 12.2 | 1 | < 0.1% |
| 12.8 | 2 |
| Value | Count | Frequency (%) |
| 181.7 | 1 | |
| 160.8 | 1 | |
| 147.1 | 1 | |
| 147 | 2 | |
| 145.8 | 1 | |
| 145.6 | 1 | |
| 143.9 | 1 | |
| 141 | 1 | |
| 140 | 1 | |
| 139.8 | 1 |
pO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1197 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.340261 |
| Minimum | 33 |
|---|---|
| Maximum | 542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 68 |
| median | 81 |
| Q3 | 101.6 |
| 95-th percentile | 166 |
| Maximum | 542 |
| Range | 509 |
| Interquartile range (IQR) | 33.6 |
Descriptive statistics
| Standard deviation | 43.297457 |
|---|---|
| Coefficient of variation (CV) | 0.46889034 |
| Kurtosis | 18.834963 |
| Mean | 92.340261 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 3.4579204 |
| Sum | 1890112.8 |
| Variance | 1874.6698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 327 | 1.6% |
| 69 | 323 | 1.6% |
| 74 | 323 | 1.6% |
| 71 | 323 | 1.6% |
| 70 | 321 | 1.6% |
| 77 | 318 | 1.6% |
| 81 | 314 | 1.5% |
| 72 | 309 | 1.5% |
| 68 | 299 | 1.5% |
| 79 | 297 | 1.5% |
| Other values (1187) | 17315 |
| Value | Count | Frequency (%) |
| 33 | 2 | < 0.1% |
| 33.5 | 1 | < 0.1% |
| 34 | 2 | < 0.1% |
| 35 | 5 | |
| 36 | 7 | |
| 37 | 8 | |
| 37.3 | 1 | < 0.1% |
| 37.4 | 1 | < 0.1% |
| 37.7 | 1 | < 0.1% |
| 38 | 5 |
| Value | Count | Frequency (%) |
| 542 | 1 | |
| 539 | 1 | |
| 529 | 1 | |
| 515 | 1 | |
| 510 | 2 | |
| 509 | 1 | |
| 492 | 1 | |
| 491 | 1 | |
| 486 | 2 | |
| 484.3 | 1 |
SaO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 268 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.56087 |
| Minimum | 70 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 86 |
| Q1 | 93 |
| median | 95.7 |
| Q3 | 97.6 |
| 95-th percentile | 99.3 |
| Maximum | 100 |
| Range | 30 |
| Interquartile range (IQR) | 4.6 |
Descriptive statistics
| Standard deviation | 4.3962229 |
|---|---|
| Coefficient of variation (CV) | 0.046490931 |
| Kurtosis | 4.718414 |
| Mean | 94.56087 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | -1.8061122 |
| Sum | 1935566.4 |
| Variance | 19.326776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 97 | 1596 | 7.8% |
| 96 | 1544 | 7.5% |
| 98 | 1431 | 7.0% |
| 95 | 1420 | 6.9% |
| 99 | 1211 | 5.9% |
| 94 | 1172 | 5.7% |
| 93 | 894 | 4.4% |
| 92 | 723 | 3.5% |
| 100 | 634 | 3.1% |
| 91 | 607 | 3.0% |
| Other values (258) | 9237 |
| Value | Count | Frequency (%) |
| 70 | 5 | |
| 70.1 | 2 | < 0.1% |
| 70.2 | 2 | < 0.1% |
| 70.3 | 1 | < 0.1% |
| 70.4 | 1 | < 0.1% |
| 70.5 | 1 | < 0.1% |
| 70.6 | 1 | < 0.1% |
| 70.7 | 1 | < 0.1% |
| 71 | 8 | |
| 71.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 634 | |
| 99.9 | 27 | 0.1% |
| 99.8 | 36 | 0.2% |
| 99.7 | 60 | 0.3% |
| 99.6 | 61 | 0.3% |
| 99.5 | 43 | 0.2% |
| 99.4 | 78 | 0.4% |
| 99.3 | 87 | 0.4% |
| 99.2 | 75 | 0.4% |
| 99.1 | 84 | 0.4% |
SpO2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.514046 |
| Minimum | 70 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 89 |
| Q1 | 94 |
| median | 96 |
| Q3 | 98 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 29 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.7539063 |
|---|---|
| Coefficient of variation (CV) | 0.039302139 |
| Kurtosis | 7.7751106 |
| Mean | 95.514046 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -2.2444852 |
| Sum | 1955077 |
| Variance | 14.091812 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 99 | 3905 | |
| 98 | 3361 | |
| 97 | 2946 | |
| 96 | 2439 | |
| 95 | 1987 | |
| 94 | 1558 | 7.6% |
| 93 | 1151 | 5.6% |
| 92 | 859 | 4.2% |
| 91 | 619 | 3.0% |
| 90 | 403 | 2.0% |
| Other values (20) | 1241 | 6.1% |
| Value | Count | Frequency (%) |
| 70 | 5 | < 0.1% |
| 71 | 15 | |
| 72 | 17 | |
| 73 | 14 | |
| 74 | 9 | < 0.1% |
| 75 | 17 | |
| 76 | 12 | |
| 77 | 26 | |
| 78 | 26 | |
| 79 | 17 |
| Value | Count | Frequency (%) |
| 99 | 3905 | |
| 98 | 3361 | |
| 97 | 2946 | |
| 96 | 2439 | |
| 95 | 1987 | |
| 94 | 1558 | 7.6% |
| 93 | 1151 | 5.6% |
| 92 | 859 | 4.2% |
| 91 | 619 | 3.0% |
| 90 | 403 | 2.0% |
vitals_tempc
Real number (ℝ)
| Distinct | 1363 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.843963 |
| Minimum | 29.1 |
|---|---|
| Maximum | 44.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 29.1 |
|---|---|
| 5-th percentile | 35.7 |
| Q1 | 36.5 |
| median | 36.8 |
| Q3 | 37.2 |
| 95-th percentile | 38.2 |
| Maximum | 44.3 |
| Range | 15.2 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.85174257 |
|---|---|
| Coefficient of variation (CV) | 0.023117561 |
| Kurtosis | 8.0361278 |
| Mean | 36.843963 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.95015244 |
| Sum | 754159.08 |
| Variance | 0.72546541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36.8 | 1330 | 6.5% |
| 36.6 | 1291 | 6.3% |
| 36.7 | 1276 | 6.2% |
| 36.9 | 1136 | 5.5% |
| 36.4 | 1044 | 5.1% |
| 37 | 940 | 4.6% |
| 37.1 | 852 | 4.2% |
| 37.2 | 831 | 4.1% |
| 36.5 | 824 | 4.0% |
| 36.3 | 680 | 3.3% |
| Other values (1353) | 10265 |
| Value | Count | Frequency (%) |
| 29.1 | 1 | |
| 29.27777778 | 1 | |
| 29.3 | 1 | |
| 29.7 | 1 | |
| 30.1 | 1 | |
| 30.2 | 1 | |
| 30.4 | 1 | |
| 30.5 | 2 | |
| 30.6 | 1 | |
| 30.7 | 1 |
| Value | Count | Frequency (%) |
| 44.3 | 1 | < 0.1% |
| 41.1 | 1 | < 0.1% |
| 40.9 | 2 | < 0.1% |
| 40.5 | 3 | |
| 40.4 | 1 | < 0.1% |
| 40.3 | 5 | |
| 40.281 | 1 | < 0.1% |
| 40.27 | 1 | < 0.1% |
| 40.2 | 2 | < 0.1% |
| 40.1 | 6 |
cbc_hemoglobin
Real number (ℝ)
| Distinct | 651 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.409057 |
| Minimum | 3 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 7.8 |
| Q1 | 9.8 |
| median | 11.3 |
| Q3 | 12.9 |
| 95-th percentile | 15.4 |
| Maximum | 23 |
| Range | 20 |
| Interquartile range (IQR) | 3.1 |
Descriptive statistics
| Standard deviation | 2.3169005 |
|---|---|
| Coefficient of variation (CV) | 0.20307555 |
| Kurtosis | 0.14813445 |
| Mean | 11.409057 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.31941049 |
| Sum | 233531.98 |
| Variance | 5.3680279 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.9 | 331 | 1.6% |
| 11.2 | 330 | 1.6% |
| 10.2 | 309 | 1.5% |
| 11.5 | 303 | 1.5% |
| 10.5 | 300 | 1.5% |
| 11.1 | 297 | 1.5% |
| 10.3 | 295 | 1.4% |
| 10.4 | 293 | 1.4% |
| 12.1 | 290 | 1.4% |
| 10.8 | 287 | 1.4% |
| Other values (641) | 17434 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 4.1 | 2 | |
| 4.4 | 2 | |
| 4.5 | 3 | |
| 4.6 | 1 | < 0.1% |
| 4.7 | 1 | < 0.1% |
| 4.8 | 2 | |
| 4.9 | 3 | |
| 5 | 3 |
| Value | Count | Frequency (%) |
| 23 | 1 | |
| 22.8 | 1 | |
| 22.4 | 1 | |
| 21.6 | 1 | |
| 21.4 | 1 | |
| 21.1 | 1 | |
| 21 | 1 | |
| 20.9 | 1 | |
| 20.6 | 1 | |
| 20.4 | 2 |
bmp_sodium
Real number (ℝ)
| Distinct | 208 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.42484 |
| Minimum | 100 |
|---|---|
| Maximum | 183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 130 |
| Q1 | 136 |
| median | 138.8 |
| Q3 | 141 |
| 95-th percentile | 147 |
| Maximum | 183 |
| Range | 83 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.4264491 |
|---|---|
| Coefficient of variation (CV) | 0.039201412 |
| Kurtosis | 3.5108347 |
| Mean | 138.42484 |
| Median Absolute Deviation (MAD) | 2.8 |
| Skewness | -0.074306694 |
| Sum | 2833418.1 |
| Variance | 29.44635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 138 | 1687 | 8.2% |
| 139 | 1656 | 8.1% |
| 140 | 1630 | 8.0% |
| 137 | 1479 | 7.2% |
| 141 | 1409 | 6.9% |
| 136 | 1326 | 6.5% |
| 142 | 1194 | 5.8% |
| 135 | 983 | 4.8% |
| 143 | 930 | 4.5% |
| 134 | 852 | 4.2% |
| Other values (198) | 7323 |
| Value | Count | Frequency (%) |
| 100 | 1 | < 0.1% |
| 106 | 1 | < 0.1% |
| 108 | 2 | < 0.1% |
| 109 | 5 | |
| 110 | 3 | < 0.1% |
| 111 | 3 | < 0.1% |
| 112 | 5 | |
| 113 | 3 | < 0.1% |
| 114 | 4 | |
| 115 | 8 |
| Value | Count | Frequency (%) |
| 183 | 1 | < 0.1% |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
| 173 | 2 | |
| 172 | 1 | < 0.1% |
| 171 | 2 | |
| 170 | 2 | |
| 169 | 1 | < 0.1% |
| 168 | 4 | |
| 166 | 1 | < 0.1% |
bmp_bicarbonate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 512 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.62832 |
| Minimum | 2 |
|---|---|
| Maximum | 63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 21 |
| median | 24 |
| Q3 | 28 |
| 95-th percentile | 36 |
| Maximum | 63 |
| Range | 61 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.1024743 |
|---|---|
| Coefficient of variation (CV) | 0.24778281 |
| Kurtosis | 1.4014193 |
| Mean | 24.62832 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.44627359 |
| Sum | 504117.08 |
| Variance | 37.240193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24 | 1426 | 7.0% |
| 23 | 1353 | 6.6% |
| 25 | 1322 | 6.5% |
| 22 | 1203 | 5.9% |
| 26 | 1129 | 5.5% |
| 21 | 1019 | 5.0% |
| 27 | 971 | 4.7% |
| 20 | 864 | 4.2% |
| 28 | 812 | 4.0% |
| 19 | 739 | 3.6% |
| Other values (502) | 9631 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 21 | 0.1% |
| 8 | 40 | |
| 8.2 | 1 | < 0.1% |
| 8.7 | 1 | < 0.1% |
| 9 | 62 |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54.6 | 1 | < 0.1% |
| 53 | 3 | < 0.1% |
| 52 | 1 | < 0.1% |
| 51 | 2 | < 0.1% |
| 50 | 6 | |
| 49 | 8 |
bmp_creatinine
Real number (ℝ)
| Distinct | 1877 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5756026 |
| Minimum | 0.1 |
|---|---|
| Maximum | 22.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.51 |
| Q1 | 0.8 |
| median | 1.09 |
| Q3 | 1.71 |
| 95-th percentile | 4.28 |
| Maximum | 22.99 |
| Range | 22.89 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 1.532986 |
|---|---|
| Coefficient of variation (CV) | 0.9729522 |
| Kurtosis | 24.690207 |
| Mean | 1.5756026 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | 4.0296056 |
| Sum | 32251.01 |
| Variance | 2.3500461 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 455 | 2.2% |
| 0.7 | 435 | 2.1% |
| 0.9 | 386 | 1.9% |
| 1 | 374 | 1.8% |
| 1.1 | 319 | 1.6% |
| 0.6 | 314 | 1.5% |
| 1.2 | 260 | 1.3% |
| 1.3 | 232 | 1.1% |
| 0.5 | 212 | 1.0% |
| 1.4 | 200 | 1.0% |
| Other values (1867) | 17282 |
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.11 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.15 | 2 | < 0.1% |
| 0.17 | 3 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.19 | 2 | < 0.1% |
| 0.2 | 9 | |
| 0.21 | 3 | < 0.1% |
| 0.22 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 22.99 | 1 | |
| 20.22 | 1 | |
| 20.01 | 1 | |
| 19.35 | 1 | |
| 18.8 | 1 | |
| 18.51 | 1 | |
| 18.43 | 1 | |
| 18.2 | 1 | |
| 17.62 | 1 | |
| 17.56 | 1 |
sofa_past_overall_24hr
Real number (ℝ)
ZEROS
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5660755 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 2157 |
| Zeros (%) | 10.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3298993 |
|---|---|
| Coefficient of variation (CV) | 0.72926944 |
| Kurtosis | 0.5725895 |
| Mean | 4.5660755 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.75779203 |
| Sum | 93463 |
| Variance | 11.08823 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 4 | 2565 | |
| 5 | 2328 | |
| 3 | 2206 | |
| 1 | 2170 | |
| 0 | 2157 | |
| 6 | 1943 | |
| 2 | 1867 | |
| 7 | 1518 | |
| 8 | 1236 | |
| 9 | 803 | 3.9% |
| Other values (15) | 1676 |
| Value | Count | Frequency (%) |
| 0 | 2157 | |
| 1 | 2170 | |
| 2 | 1867 | |
| 3 | 2206 | |
| 4 | 2565 | |
| 5 | 2328 | |
| 6 | 1943 | |
| 7 | 1518 | |
| 8 | 1236 | |
| 9 | 803 | 3.9% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 5 | < 0.1% |
| 19 | 7 | < 0.1% |
| 18 | 12 | 0.1% |
| 17 | 16 | 0.1% |
| 16 | 36 | |
| 15 | 72 |
sofa_past_cardiovascular_24hr
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 4.0 | |
| 3.0 | 579 |
| 2.0 | 288 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 61407 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 10719 | |
| 0.0 | 7694 | |
| 4.0 | 1189 | 5.8% |
| 3.0 | 579 | 2.8% |
| 2.0 | 288 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 10719 | |
| 0.0 | 7694 | |
| 4.0 | 1189 | 5.8% |
| 3.0 | 579 | 2.8% |
| 2.0 | 288 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28163 | |
| . | 20469 | |
| 1 | 10719 | 17.5% |
| 4 | 1189 | 1.9% |
| 3 | 579 | 0.9% |
| 2 | 288 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 40938 | |
| Other Punctuation | 20469 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 28163 | |
| 1 | 10719 | 26.2% |
| 4 | 1189 | 2.9% |
| 3 | 579 | 1.4% |
| 2 | 288 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 20469 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 61407 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 28163 | |
| . | 20469 | |
| 1 | 10719 | 17.5% |
| 4 | 1189 | 1.9% |
| 3 | 579 | 0.9% |
| 2 | 288 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 61407 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 28163 | |
| . | 20469 | |
| 1 | 10719 | 17.5% |
| 4 | 1189 | 1.9% |
| 3 | 579 | 0.9% |
| 2 | 288 | 0.5% |
p50
Real number (ℝ)
| Distinct | 4590 |
|---|---|
| Distinct (%) | 22.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.457867 |
| Minimum | 10.024611 |
|---|---|
| Maximum | 99.871457 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 319.8 KiB |
Quantile statistics
| Minimum | 10.024611 |
|---|---|
| 5-th percentile | 15.238877 |
| Q1 | 20.589182 |
| median | 24.301985 |
| Q3 | 28.631162 |
| 95-th percentile | 45.973891 |
| Maximum | 99.871457 |
| Range | 89.846846 |
| Interquartile range (IQR) | 8.0419795 |
Descriptive statistics
| Standard deviation | 10.943854 |
|---|---|
| Coefficient of variation (CV) | 0.41363328 |
| Kurtosis | 11.88887 |
| Mean | 26.457867 |
| Median Absolute Deviation (MAD) | 3.9667564 |
| Skewness | 2.8916717 |
| Sum | 541566.08 |
| Variance | 119.76795 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.08244352 | 71 | 0.3% |
| 21.36139503 | 67 | 0.3% |
| 20.4663275 | 65 | 0.3% |
| 19.75238584 | 64 | 0.3% |
| 23.02591932 | 63 | 0.3% |
| 21.63881574 | 62 | 0.3% |
| 22.47107789 | 62 | 0.3% |
| 20.52913289 | 62 | 0.3% |
| 22.7484986 | 62 | 0.3% |
| 24.97704049 | 61 | 0.3% |
| Other values (4580) | 19830 |
| Value | Count | Frequency (%) |
| 10.0246109 | 1 | < 0.1% |
| 10.09805128 | 7 | |
| 10.18985174 | 1 | < 0.1% |
| 10.26456644 | 2 | < 0.1% |
| 10.28165221 | 5 | |
| 10.31837239 | 1 | < 0.1% |
| 10.37595208 | 1 | < 0.1% |
| 10.46525314 | 4 | |
| 10.4711443 | 1 | < 0.1% |
| 10.53869351 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.87145728 | 1 | |
| 99.71385141 | 1 | |
| 99.61775392 | 1 | |
| 99.59403657 | 1 | |
| 99.5117053 | 1 | |
| 99.4007947 | 1 | |
| 99.36637287 | 1 | |
| 99.26329914 | 1 | |
| 99.11349358 | 1 | |
| 98.9609025 | 1 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 319.8 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.912795 |
| Min length | 4 |
Characters and Unicode
| Total characters | 100560 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 11127 | |
| Female | 9342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 11127 | |
| female | 9342 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 29811 | |
| a | 20469 | |
| l | 20469 | |
| M | 11127 | 11.1% |
| F | 9342 | 9.3% |
| m | 9342 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 80091 | |
| Uppercase Letter | 20469 | 20.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 29811 | |
| a | 20469 | |
| l | 20469 | |
| m | 9342 | 11.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 11127 | |
| F | 9342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100560 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 29811 | |
| a | 20469 | |
| l | 20469 | |
| M | 11127 | 11.1% |
| F | 9342 | 9.3% |
| m | 9342 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100560 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 29811 | |
| a | 20469 | |
| l | 20469 | |
| M | 11127 | 11.1% |
| F | 9342 | 9.3% |
| m | 9342 | 9.3% |
| hospital_admission_id | admission_age | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_value | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | p50 | sex_female | in_hospital_mortality | race_ethnicity | sofa_past_cardiovascular_24hr | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| hospital_admission_id | 1.000 | -0.054 | 0.020 | 0.006 | 0.015 | -0.007 | 0.051 | -0.013 | -0.025 | 0.028 | -0.042 | -0.100 | -0.022 | 0.031 | 0.020 | -0.043 | 0.018 | -0.007 | -0.082 | -0.020 | 0.006 | 0.050 | 0.154 | 0.089 | 0.006 |
| admission_age | -0.054 | 1.000 | -0.200 | -0.139 | -0.151 | 0.010 | -0.020 | 0.683 | 0.049 | -0.023 | -0.015 | 0.018 | -0.029 | -0.108 | -0.150 | 0.058 | 0.057 | 0.138 | 0.047 | 0.004 | 0.074 | 0.132 | 0.071 | 0.056 | 0.074 |
| weight_admission | 0.020 | -0.200 | 1.000 | 0.396 | 0.891 | 0.025 | 0.026 | -0.099 | -0.061 | 0.149 | -0.005 | -0.025 | -0.033 | 0.050 | 0.108 | -0.037 | 0.090 | 0.157 | 0.000 | 0.032 | 0.258 | 0.064 | 0.042 | 0.028 | 0.258 |
| height_admission | 0.006 | -0.139 | 0.396 | 1.000 | -0.014 | 0.005 | 0.016 | -0.092 | 0.018 | -0.019 | 0.024 | 0.019 | 0.008 | 0.017 | 0.124 | -0.021 | -0.017 | 0.107 | 0.020 | 0.019 | 0.258 | 0.008 | 0.037 | 0.009 | 0.258 |
| BMI_admission | 0.015 | -0.151 | 0.891 | -0.014 | 1.000 | 0.026 | 0.021 | -0.064 | -0.072 | 0.163 | -0.016 | -0.035 | -0.038 | 0.050 | 0.060 | -0.032 | 0.100 | 0.125 | -0.008 | 0.026 | 0.003 | 0.013 | 0.023 | 0.000 | 0.003 |
| los_hospital | -0.007 | 0.010 | 0.025 | 0.005 | 0.026 | 1.000 | 0.670 | 0.010 | 0.084 | -0.015 | -0.020 | -0.004 | -0.008 | 0.091 | -0.167 | 0.005 | 0.022 | 0.015 | 0.043 | -0.010 | 0.007 | 0.004 | 0.017 | 0.000 | 0.007 |
| los_ICU | 0.051 | -0.020 | 0.026 | 0.016 | 0.021 | 0.670 | 1.000 | -0.023 | 0.038 | -0.008 | -0.041 | -0.038 | -0.048 | 0.087 | -0.097 | 0.030 | 0.001 | 0.013 | 0.079 | 0.019 | 0.004 | 0.016 | 0.001 | 0.006 | 0.004 |
| comorbidity_score_value | -0.013 | 0.683 | -0.099 | -0.092 | -0.064 | 0.010 | -0.023 | 1.000 | 0.020 | 0.017 | -0.045 | -0.039 | -0.040 | -0.104 | -0.226 | -0.023 | 0.064 | 0.258 | 0.067 | -0.014 | 0.057 | 0.141 | 0.034 | 0.050 | 0.057 |
| pH | -0.025 | 0.049 | -0.061 | 0.018 | -0.072 | 0.084 | 0.038 | 0.020 | 1.000 | -0.419 | -0.096 | 0.149 | 0.082 | 0.158 | -0.046 | 0.014 | 0.223 | -0.217 | -0.077 | -0.200 | 0.045 | 0.226 | 0.029 | 0.081 | 0.045 |
| pCO2 | 0.028 | -0.023 | 0.149 | -0.019 | 0.163 | -0.015 | -0.008 | 0.017 | -0.419 | 1.000 | -0.053 | -0.160 | -0.117 | -0.075 | 0.098 | 0.046 | 0.529 | -0.111 | -0.109 | 0.088 | 0.050 | 0.084 | 0.029 | 0.047 | 0.050 |
| pO2 | -0.042 | -0.015 | -0.005 | 0.024 | -0.016 | -0.020 | -0.041 | -0.045 | -0.096 | -0.053 | 1.000 | 0.871 | 0.572 | 0.013 | 0.044 | 0.018 | -0.113 | 0.012 | 0.028 | 0.426 | 0.018 | 0.044 | 0.012 | 0.018 | 0.018 |
| SaO2 | -0.100 | 0.018 | -0.025 | 0.019 | -0.035 | -0.004 | -0.038 | -0.039 | 0.149 | -0.160 | 0.871 | 1.000 | 0.576 | 0.042 | 0.026 | 0.037 | -0.058 | -0.046 | 0.013 | 0.287 | 0.018 | 0.110 | 0.018 | 0.034 | 0.018 |
| SpO2 | -0.022 | -0.029 | -0.033 | 0.008 | -0.038 | -0.008 | -0.048 | -0.040 | 0.082 | -0.117 | 0.572 | 0.576 | 1.000 | 0.019 | -0.022 | 0.042 | -0.059 | -0.026 | 0.025 | -0.417 | 0.000 | 0.144 | 0.025 | 0.029 | 0.000 |
| vitals_tempc | 0.031 | -0.108 | 0.050 | 0.017 | 0.050 | 0.091 | 0.087 | -0.104 | 0.158 | -0.075 | 0.013 | 0.042 | 0.019 | 1.000 | 0.005 | 0.017 | 0.039 | -0.063 | 0.034 | 0.002 | 0.029 | 0.166 | 0.025 | 0.051 | 0.029 |
| cbc_hemoglobin | 0.020 | -0.150 | 0.108 | 0.124 | 0.060 | -0.167 | -0.097 | -0.226 | -0.046 | 0.098 | 0.044 | 0.026 | -0.022 | 0.005 | 1.000 | -0.033 | 0.089 | -0.159 | -0.156 | 0.092 | 0.145 | 0.085 | 0.029 | 0.095 | 0.145 |
| bmp_sodium | -0.043 | 0.058 | -0.037 | -0.021 | -0.032 | 0.005 | 0.030 | -0.023 | 0.014 | 0.046 | 0.018 | 0.037 | 0.042 | 0.017 | -0.033 | 1.000 | 0.087 | -0.065 | 0.075 | -0.027 | 0.018 | 0.079 | 0.014 | 0.042 | 0.018 |
| bmp_bicarbonate | 0.018 | 0.057 | 0.090 | -0.017 | 0.100 | 0.022 | 0.001 | 0.064 | 0.223 | 0.529 | -0.113 | -0.058 | -0.059 | 0.039 | 0.089 | 0.087 | 1.000 | -0.298 | -0.218 | -0.046 | 0.071 | 0.175 | 0.032 | 0.109 | 0.071 |
| bmp_creatinine | -0.007 | 0.138 | 0.157 | 0.107 | 0.125 | 0.015 | 0.013 | 0.258 | -0.217 | -0.111 | 0.012 | -0.046 | -0.026 | -0.063 | -0.159 | -0.065 | -0.298 | 1.000 | 0.302 | 0.029 | 0.062 | 0.118 | 0.053 | 0.071 | 0.062 |
| sofa_past_overall_24hr | -0.082 | 0.047 | 0.000 | 0.020 | -0.008 | 0.043 | 0.079 | 0.067 | -0.077 | -0.109 | 0.028 | 0.013 | 0.025 | 0.034 | -0.156 | 0.075 | -0.218 | 0.302 | 1.000 | 0.001 | 0.039 | 0.204 | 0.019 | 0.332 | 0.039 |
| p50 | -0.020 | 0.004 | 0.032 | 0.019 | 0.026 | -0.010 | 0.019 | -0.014 | -0.200 | 0.088 | 0.426 | 0.287 | -0.417 | 0.002 | 0.092 | -0.027 | -0.046 | 0.029 | 0.001 | 1.000 | 0.003 | 0.112 | 0.042 | 0.031 | 0.003 |
| sex_female | 0.006 | 0.074 | 0.258 | 0.258 | 0.003 | 0.007 | 0.004 | 0.057 | 0.045 | 0.050 | 0.018 | 0.018 | 0.000 | 0.029 | 0.145 | 0.018 | 0.071 | 0.062 | 0.039 | 0.003 | 1.000 | 0.000 | 0.011 | 0.046 | 1.000 |
| in_hospital_mortality | 0.050 | 0.132 | 0.064 | 0.008 | 0.013 | 0.004 | 0.016 | 0.141 | 0.226 | 0.084 | 0.044 | 0.110 | 0.144 | 0.166 | 0.085 | 0.079 | 0.175 | 0.118 | 0.204 | 0.112 | 0.000 | 1.000 | 0.021 | 0.183 | 0.000 |
| race_ethnicity | 0.154 | 0.071 | 0.042 | 0.037 | 0.023 | 0.017 | 0.001 | 0.034 | 0.029 | 0.029 | 0.012 | 0.018 | 0.025 | 0.025 | 0.029 | 0.014 | 0.032 | 0.053 | 0.019 | 0.042 | 0.011 | 0.021 | 1.000 | 0.031 | 0.011 |
| sofa_past_cardiovascular_24hr | 0.089 | 0.056 | 0.028 | 0.009 | 0.000 | 0.000 | 0.006 | 0.050 | 0.081 | 0.047 | 0.018 | 0.034 | 0.029 | 0.051 | 0.095 | 0.042 | 0.109 | 0.071 | 0.332 | 0.031 | 0.046 | 0.183 | 0.031 | 1.000 | 0.046 |
| Gender | 0.006 | 0.074 | 0.258 | 0.258 | 0.003 | 0.007 | 0.004 | 0.057 | 0.045 | 0.050 | 0.018 | 0.018 | 0.000 | 0.029 | 0.145 | 0.018 | 0.071 | 0.062 | 0.039 | 0.003 | 1.000 | 0.000 | 0.011 | 0.046 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| hospital_admission_id | source_db | admission_age | sex_female | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_name | comorbidity_score_value | in_hospital_mortality | race_ethnicity | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | sofa_past_cardiovascular_24hr | p50 | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | 190805 | eicu | 60.0 | 0 | 125.9 | 172.7 | 42.212498 | 6.884028 | 3.291667 | Charlson | 3.0 | 0.0 | White | 7.41 | 39.0 | 78.0 | 96.0 | 96.0 | 38.1 | 12.8 | 138.0 | 21.0 | 0.800 | 6.0 | 1.0 | 24.153464 | Male |
| 12 | 141654 | eicu | 65.0 | 0 | 77.1 | 185.4 | 22.430292 | 93.045139 | 82.833333 | Charlson | 8.0 | 0.0 | White | 7.28 | 45.0 | 130.0 | 95.0 | 95.0 | 36.6 | 9.6 | 132.0 | 29.0 | 5.130 | 6.0 | 1.0 | 43.878585 | Male |
| 13 | 155590 | eicu | 44.0 | 0 | 262.4 | 190.5 | 72.305922 | 30.303472 | 15.458333 | Charlson | 0.0 | 0.0 | White | 7.29 | 42.0 | 96.0 | 96.0 | 98.0 | 36.8 | 11.4 | 138.0 | 23.0 | 5.080 | 8.0 | 1.0 | 22.846133 | Male |
| 18 | 195394 | eicu | 67.0 | 0 | 107.1 | 179.1 | 33.388607 | 3.976389 | 3.958333 | Charlson | 3.0 | 0.0 | White | 7.34 | 39.0 | 69.0 | 92.0 | 94.0 | 36.9 | 14.4 | 145.0 | 21.0 | 1.130 | 7.0 | 1.0 | 25.006964 | Male |
| 19 | 138012 | eicu | 62.0 | 0 | 151.4 | 167.6 | 53.898645 | 12.768056 | 4.833333 | Charlson | 4.0 | 0.0 | White | 7.31 | 62.0 | 117.0 | 97.0 | 97.0 | 38.3 | 9.7 | 137.8 | 24.4 | 1.074 | 2.0 | 1.0 | 32.458224 | Male |
| 27 | 130585 | eicu | 85.0 | 1 | 88.0 | 167.0 | 31.553659 | 9.919444 | 1.541667 | Charlson | 6.0 | 0.0 | Black | 7.50 | 48.0 | 140.0 | 98.0 | 99.0 | 36.6 | 11.7 | 142.0 | 40.0 | 1.270 | 6.0 | 1.0 | 25.704131 | Female |
| 30 | 132653 | eicu | 59.0 | 0 | 88.7 | 172.7 | 29.739862 | 33.213889 | 18.166667 | Charlson | 3.0 | 0.0 | White | 7.23 | 55.0 | 96.0 | 96.0 | 97.0 | 36.1 | 12.1 | 138.0 | 24.0 | 1.330 | 1.0 | 1.0 | 26.632389 | Male |
| 34 | 163687 | eicu | 51.0 | 1 | 47.9 | 162.6 | 18.117340 | 23.100000 | 4.166667 | Charlson | 1.0 | 0.0 | White | 7.24 | 12.0 | 112.0 | 96.0 | 98.0 | 37.6 | 5.3 | 137.0 | 6.0 | 0.870 | 5.0 | 1.0 | 26.653822 | Female |
| 41 | 145590 | eicu | 61.0 | 0 | 95.1 | 182.9 | 28.428445 | 7.995833 | 3.833333 | Charlson | 3.0 | 0.0 | White | 7.33 | 46.0 | 115.0 | 97.0 | 99.0 | 36.7 | 9.2 | 139.4 | 25.8 | 1.368 | 2.0 | 0.0 | 21.114107 | Male |
| 46 | 176389 | eicu | 51.0 | 0 | 53.0 | 175.3 | 17.246939 | 1.276389 | 1.291667 | Charlson | 1.0 | 1.0 | White | 7.25 | 48.0 | 78.0 | 93.0 | 78.0 | 35.6 | 8.8 | 146.0 | 14.0 | 0.500 | 9.0 | 1.0 | 48.903332 | Male |
| hospital_admission_id | source_db | admission_age | sex_female | weight_admission | height_admission | BMI_admission | los_hospital | los_ICU | comorbidity_score_name | comorbidity_score_value | in_hospital_mortality | race_ethnicity | pH | pCO2 | pO2 | SaO2 | SpO2 | vitals_tempc | cbc_hemoglobin | bmp_sodium | bmp_bicarbonate | bmp_creatinine | sofa_past_overall_24hr | sofa_past_cardiovascular_24hr | p50 | Gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 43413 | 2738149 | eicu | 78.0 | 0 | 72.5 | 167.6 | 25.810117 | 13.540972 | 7.291667 | Charlson | 4.0 | 0.0 | White | 7.303 | 41.2 | 70.0 | 92.0 | 96.0 | 36.9 | 10.4 | 133.0 | 25.0 | 1.27 | 5.0 | 1.0 | 21.676186 | Male |
| 43414 | 2721917 | eicu | 47.0 | 0 | 64.7 | 180.3 | 19.902738 | 4.478472 | 1.458333 | Charlson | 2.0 | 0.0 | White | 7.344 | 34.5 | 87.0 | 96.0 | 99.0 | 37.0 | 8.5 | 130.0 | 15.0 | 1.29 | 1.0 | 0.0 | 15.973281 | Male |
| 43416 | 2720045 | eicu | 61.0 | 0 | 118.4 | 170.2 | 40.872631 | 21.746528 | 14.500000 | Charlson | 4.0 | 0.0 | White | 7.369 | 35.9 | 144.0 | 99.0 | 96.0 | 36.9 | 10.6 | 136.0 | 22.0 | 3.40 | 6.0 | 1.0 | 44.591011 | Male |
| 43418 | 2728641 | eicu | 59.0 | 0 | 53.7 | 160.0 | 20.976562 | 4.323611 | 0.708333 | Charlson | 8.0 | 1.0 | Black | 7.342 | 34.0 | 60.0 | 89.0 | 94.0 | 37.3 | 8.7 | 139.0 | 18.0 | 4.51 | 5.0 | 1.0 | 21.745186 | Male |
| 43421 | 2723336 | eicu | 61.0 | 0 | 77.2 | 175.3 | 25.121957 | 3.579167 | 3.583333 | Charlson | 7.0 | 0.0 | Black | 7.485 | 29.6 | 50.0 | 88.0 | 95.0 | 36.9 | 10.6 | 140.0 | 25.0 | 1.49 | 4.0 | 0.0 | 16.876379 | Male |
| 43423 | 2741806 | eicu | 59.0 | 0 | 76.2 | 177.8 | 24.104130 | 0.576389 | 0.291667 | Charlson | 1.0 | 1.0 | White | 6.990 | 60.0 | 74.0 | 84.0 | 94.0 | 32.5 | 11.4 | 125.0 | 15.0 | 3.63 | 13.0 | 1.0 | 26.819063 | Male |
| 43425 | 2732191 | eicu | 80.0 | 0 | 63.0 | 165.1 | 23.112472 | 7.892361 | 1.708333 | Charlson | 7.0 | 1.0 | White | 7.422 | 27.3 | 50.0 | 87.0 | 92.0 | 36.1 | 8.0 | 145.0 | 23.0 | 0.83 | 8.0 | 0.0 | 20.310142 | Male |
| 43426 | 2724336 | eicu | 59.0 | 0 | 180.0 | 175.3 | 58.574511 | 3.413194 | 1.416667 | Charlson | 2.0 | 0.0 | White | 7.398 | 28.1 | 61.0 | 91.0 | 93.0 | 36.7 | 15.6 | 130.0 | 19.0 | 0.81 | 4.0 | 1.0 | 23.493600 | Male |
| 43431 | 2727434 | eicu | 62.0 | 0 | 65.1 | 167.6 | 23.175705 | 9.804167 | 3.083333 | Charlson | 2.0 | 0.0 | White | 7.262 | 45.8 | 88.0 | 95.0 | 97.0 | 37.0 | 12.0 | 146.0 | 23.0 | 0.96 | 2.0 | 2.0 | 24.413023 | Male |
| 43432 | 2721288 | eicu | 67.0 | 0 | 155.2 | 172.7 | 52.036376 | 18.186806 | 11.333333 | Charlson | 6.0 | 0.0 | White | 7.374 | 67.2 | 97.0 | 97.0 | 95.0 | 36.8 | 11.6 | 145.0 | 36.0 | 1.90 | 1.0 | 0.0 | 32.740175 | Male |